Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 576–600 of 14763 papers

Title	Date	Tasks	Status	Hype
Generalized Parametric Contrastive Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	CodeCode Available	2
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions	Sep 21, 2022	Data AugmentationDomain Adaptation	CodeCode Available	2
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation	Sep 18, 2022	Real-Time Semantic SegmentationSegmentation	CodeCode Available	2
DytanVO: Joint Refinement of Visual Odometry and Motion Segmentation in Dynamic Environments	Sep 17, 2022	Motion SegmentationSemantic Segmentation	CodeCode Available	2
Scalable SoftGroup for 3D Instance Segmentation on Point Clouds	Sep 17, 2022	3D Instance SegmentationInstance Segmentation	CodeCode Available	2
MCIBI++: Soft Mining Contextual Information Beyond Image for Semantic Segmentation	Sep 9, 2022	SegmentationSemantic Segmentation	CodeCode Available	2
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation	Aug 21, 2022	Medical Image AnalysisSemantic Segmentation	CodeCode Available	2
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation	Aug 19, 2022	Deep LearningImage Segmentation	CodeCode Available	2
FEC: Fast Euclidean Clustering for Point Cloud Segmentation	Aug 16, 2022	ClusteringInstance Segmentation	CodeCode Available	2
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model	Aug 8, 2022	Aerial Scene ClassificationFew-Shot Learning	CodeCode Available	2
Occlusion-Aware Instance Segmentation via BiLayer Network Architectures	Aug 8, 2022	Human Instance SegmentationInstance Segmentation	CodeCode Available	2
MinVIS: A Minimal Video Instance Segmentation Framework without Video-based Training	Aug 3, 2022	Instance SegmentationSegmentation	CodeCode Available	2
HorNet: Efficient High-Order Spatial Interactions with Recursive Gated Convolutions	Jul 28, 2022	Image ClassificationObject Detection	CodeCode Available	2
In Defense of Online Models for Video Instance Segmentation	Jul 21, 2022	Contrastive LearningInstance Segmentation	CodeCode Available	2
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery	Jul 17, 2022	Land Cover ClassificationSemantic Segmentation	CodeCode Available	2
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning	Jul 11, 2022	Image ClassificationInstance Segmentation	CodeCode Available	2
SFNet: Faster, Accurate, and Domain Agnostic Semantic Segmentation via Semantic Flow	Jul 10, 2022	Real-Time Semantic SegmentationSemantic Segmentation	CodeCode Available	2
2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds	Jul 10, 2022	3D Semantic SegmentationAutonomous Driving	CodeCode Available	2
More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity	Jul 7, 2022	Object DetectionSemantic Segmentation	CodeCode Available	2
CoBEVT: Cooperative Bird's Eye View Semantic Segmentation with Sparse Transformers	Jul 5, 2022	3D Object DetectionAutonomous Driving	CodeCode Available	2
Efficient Spatial-Temporal Information Fusion for LiDAR-Based 3D Moving Object Segmentation	Jul 5, 2022	Autonomous DrivingCollision Avoidance	CodeCode Available	2
Improving Nighttime Driving-Scene Segmentation via Dual Image-adaptive Learnable Filters	Jul 4, 2022	Autonomous DrivingScene Segmentation	CodeCode Available	2
Rethinking Unsupervised Domain Adaptation for Semantic Segmentation	Jun 30, 2022	Domain AdaptationSemantic Segmentation	CodeCode Available	2
LaserMix for Semi-Supervised LiDAR Semantic Segmentation	Jun 30, 2022	LIDAR Semantic SegmentationSegmentation	CodeCode Available	2
LViT: Language meets Vision Transformer in Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2

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All datasets ADE20K NYU-Depth V2 Cityscapes test Cityscapes val ADE20K val PASCAL Context S3DIS Area5 PASCAL VOC 2012 test S3DIS ScanNet SUN-RGBD DensePASS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H (M3I Pre-training)	Params (M)	1,310	—	Unverified
2	ViT-P (InternImage-H)	Validation mIoU	63.6	—	Unverified
3	ONE-PEACE	Validation mIoU	63	—	Unverified
4	InternImage-H	Validation mIoU	62.9	—	Unverified
5	M3I Pre-training (InternImage-H)	Validation mIoU	62.9	—	Unverified
6	BEiT-3	Validation mIoU	62.8	—	Unverified
7	EVA	Validation mIoU	62.3	—	Unverified
8	ViT-P (OneFormer, InternImage-H)	Validation mIoU	61.6	—	Unverified
9	ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)	Validation mIoU	61.5	—	Unverified
10	FD-SwinV2-G	Validation mIoU	61.4	—	Unverified